01 / 10
The problem no one talks about

You built it with AI.
Is it production ready?

Let VibeDoctor find out.

Millions of apps are being shipped with Cursor, Bolt, and Replit. They look perfect. But AI-generated code has patterns that traditional scanners completely miss.

2.74x
More vulnerabilities in AI code
10,000+
New security issues per month
62%
Of AI apps have misconfigs
02 / 10
The hidden risk

AI hallucinates code
you trust blindly

  • 📦Fake imports - packages that don't exist on npm
  • ⚠Phantom functions - calls to APIs that were never defined
  • 🔒Auth never wired - middleware defined but never applied to routes
  • 💣Leaked secrets - API keys committed right in the source
// AI generated this. Looks legit. It's not.

import { validateSchema } from 'express-validator/schema'⚠ HALLUCINATED
import { secureRoute } from '@lib/auth-guard'⚠ PHANTOM

const app = express();

// Auth middleware defined...
const authCheck = secureRoute();

// ...but never used on any route
app.post('/api/payment', handlePayment);⚠ UNPROTECTED
03 / 10
Market opportunity

The vibe coding era
created a new market

AI coding tools went from zero to millions of users in 18 months. Every one of them ships code that no human has fully reviewed. There is no quality layer between AI generation and production deployment.

30M+
Developers using AI coding tools in 2026
GitHub, Stack Overflow Survey
$32B
Application security market by 2028
MarketsandMarkets, 2025
0
Tools built specifically for AI-generated code quality
We checked. That's why we built this.

Why now? AI coding tools crossed the mainstream adoption threshold in 2025. The volume of unreviewed AI code shipping to production is growing exponentially. The quality gap is widening and no existing tool addresses it.

04 / 10
Why you can't just "be careful"

ESLint won't catch this.
SonarQube won't catch this.

Traditional tools check syntax, not whether your code is real. You need a scanner built specifically for AI-generated code.

🛠 Traditional Scanners

  • ✓ Syntax errors
  • ✓ Known CVE patterns
  • ✓ Code style rules
  • ✗ Hallucinated imports
  • ✗ Phantom function calls
  • ✗ AI-specific anti-patterns
  • ✗ Unused auth middleware
  • ✗ Production readiness checks

⚡ VibeDoctor

  • ✓ Everything traditional tools do
  • ✓ Hallucinated import detection
  • ✓ AI code pattern analysis
  • ✓ Secret and credential scanning
  • ✓ Dependency vulnerability audit
  • ✓ Production readiness checks
  • ✓ Prioritized fix instructions
  • ✓ Works inside your IDE (MCP)
05 / 10
The scanner built for AI code

15 areas. 129+ checks.
Under 5 minutes.

Connect your GitHub repo, paste a URL, or both. Get a full health report with exactly what to fix first.

🔎

Secret Detection (Gitleaks)

Finds leaked API keys, passwords, and tokens

🛡

Vulnerability Scanning (Trivy)

Known CVEs in your dependencies

🤖

AI Pattern Analysis (Vibe Checks)

Hallucinated imports, phantom functions, auth gaps

📈

Deep Code Analysis (SonarQube)

Bugs, code smells, complexity, quality gate

✅

Production Readiness

Tests, .env safety, lockfiles, project hygiene

📡

Continuous Monitoring

Push scan, PR review, uptime, SSL alerts, weekly digest

HOW IT WORKS
1
Connect
GitHub repo, URL, or file upload
2
Scan
6 tools run in parallel, under 5 minutes
3
Report
Prioritized findings with one-click fix prompts
4
Monitor
Auto-scan on every push and PR
KEY DIFFERENTIATORS
■ MCP integration - scans from inside Cursor/VS Code
■ AI diagnose - one-click false positive detection
■ Copy fix prompt - paste into any AI to fix
■ Code intelligence - structural snapshots and diffs
06 / 10
Competitive landscape

No one owns this space. Yet.

Existing tools solve pieces of the problem. None combine AI-specific code analysis, continuous monitoring, and developer-first fix workflow in one platform.

Capability VibeDoctor Snyk SonarCloud CodeRabbit Socket.dev
AI hallucination detection ✓ ✗ ✗ ✗ ✗
Vibe coding anti-patterns ✓ ✗ ✗ Partial ✗
Dependency CVE scanning ✓ ✓ ✗ ✗ ✓
Secret/credential detection ✓ ✓ ✗ ✗ ✗
Deep code analysis (SAST) ✓ ✓ ✓ ✗ ✗
URL / Lighthouse / SEO scan ✓ ✗ ✗ ✗ ✗
PR code review ✓ ✓ ✓ ✓ ✗
MCP / IDE integration ✓ IDE only IDE only ✗ ✗
AI diagnose (false positive check) ✓ ✗ ✗ ✗ ✗
Copy fix prompt for AI ✓ ✗ ✗ ✗ ✗
Free tier ✓ ✓ ✓ ✓ ✓
Starting price $15/mo $25/mo $14/mo $12/mo $25/mo

Our moat: Purpose-built for AI-generated code. Not a general SAST tool with AI bolted on. Vibe checks, hallucination detection, copy-fix-prompt workflow, and MCP integration are unique to VibeDoctor.

07 / 10
Real scan results

This is what AI code
actually looks like

A real scan of an AI-generated project. 28 files. 367 symbols. 164 findings. Score: 48/100.

164
Issues Found
8/100
Code Quality
48
Health Score

↑ Scanned with VibeDoctor. The developer had no idea these issues existed. Most would have shipped to production undetected.

Project 📂 agi-robot
Code Health
Code intelligence and health monitoring
48 /100 First scan
First scan: 28 files, 367 symbols, 164 findings
Last scan: just now   Version #1
☑ Code Quality Checks
8/100
28
Files
367
Symbols
2
Modules
164
Findings
Module Health 2 modules
Python11
76/1003 files
python
Web153
0/10025 files
javascript
08 / 10
Business model

Freemium SaaS.
Land free, expand paid.

Free scan hooks developers. Continuous monitoring, push scans, and PR reviews drive conversion into monthly recurring plans.

Free
$0
  • 1 project
  • 3 scans per day
  • Full report with findings
  • Copy fix prompts
Watch
$15/mo
  • 3 projects
  • 10 scans per day
  • Push scan on every commit
  • Weekly email digest
  • SSL alerts
Guard
$39/mo
  • 10 projects
  • 50 scans per day
  • AI PR code review
  • Monthly AI health report
  • 3x/week scheduled scans
Shield
$79/mo
  • 25 projects
  • 200 scans per day
  • Priority scan queue
  • 5,000 MCP calls/month
  • Everything in Guard
93%
Net margin (after Stripe + infra)
$0 CAC
Organic + viral report sharing
~$440
Avg. annual revenue per paid user
09 / 10
Traction

Built. Shipped.
Already scanning.

Not a prototype. Not a deck. A live product scanning real codebases, finding real issues, generating real reports today.

129+
Unique checks
15
Analysis areas
6
Scan tools
40+
Languages

SHIPPED

6-scanner pipeline: Gitleaks, Trivy, ESLint, SonarQube, custom checks, vibe checks
GitHub App: push scan on commit, AI PR review comments
Code Intelligence: ctags-based structural analysis, version diffs, blast radius, Q&A
MCP server: AI editors can scan directly from the IDE
Stripe billing, email sequences, scheduled rescans, report sharing

ROADMAP

Q2 2026 — VS Code extension, one-click fix (AI auto-patch)
Q3 2026 — Team workspaces, org-level dashboard
Q4 2026 — CI/CD plugins (GitHub Actions, GitLab CI)
2027 — SOC 2 / ISO 27001 compliance reporting, enterprise tier
10 / 10
VIBEDOCTOR

The doctor is in.

Scan any project in 60 seconds. See every vulnerability, every anti-pattern, every AI hallucination. Free.

Scan Free →
No credit card | 60-second setup | Full report instantly
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